<!DOCTYPE html>
<html>
<head>
<meta charset="UTF-8">
<title>[]</title>
<style type="text/css">
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table{max-width:100%;background-color:transparent;border-collapse:collapse;border-spacing:0;}
.table{width:100%;margin-bottom:20px;}.table th,.table td{padding:8px;line-height:20px;text-align:left;vertical-align:top;border-top:1px solid #dddddd;}
.table th{font-weight:bold;}
.table thead th{vertical-align:bottom;}
.table caption+thead tr:first-child th,.table caption+thead tr:first-child td,.table colgroup+thead tr:first-child th,.table colgroup+thead tr:first-child td,.table thead:first-child tr:first-child th,.table thead:first-child tr:first-child td{border-top:0;}
.table tbody+tbody{border-top:2px solid #dddddd;}
.table .table{background-color:#ffffff;}
.table-condensed th,.table-condensed td{padding:4px 5px;}
.table-bordered{border:1px solid #dddddd;border-collapse:separate;*border-collapse:collapse;border-left:0;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;}.table-bordered th,.table-bordered td{border-left:1px solid #dddddd;}
.table-bordered caption+thead tr:first-child th,.table-bordered caption+tbody tr:first-child th,.table-bordered caption+tbody tr:first-child td,.table-bordered colgroup+thead tr:first-child th,.table-bordered colgroup+tbody tr:first-child th,.table-bordered colgroup+tbody tr:first-child td,.table-bordered thead:first-child tr:first-child th,.table-bordered tbody:first-child tr:first-child th,.table-bordered tbody:first-child tr:first-child td{border-top:0;}
.table-bordered thead:first-child tr:first-child>th:first-child,.table-bordered tbody:first-child tr:first-child>td:first-child,.table-bordered tbody:first-child tr:first-child>th:first-child{-webkit-border-top-left-radius:4px;-moz-border-radius-topleft:4px;border-top-left-radius:4px;}
.table-bordered thead:first-child tr:first-child>th:last-child,.table-bordered tbody:first-child tr:first-child>td:last-child,.table-bordered tbody:first-child tr:first-child>th:last-child{-webkit-border-top-right-radius:4px;-moz-border-radius-topright:4px;border-top-right-radius:4px;}
.table-bordered thead:last-child tr:last-child>th:first-child,.table-bordered tbody:last-child tr:last-child>td:first-child,.table-bordered tbody:last-child tr:last-child>th:first-child,.table-bordered tfoot:last-child tr:last-child>td:first-child,.table-bordered tfoot:last-child tr:last-child>th:first-child{-webkit-border-bottom-left-radius:4px;-moz-border-radius-bottomleft:4px;border-bottom-left-radius:4px;}
.table-bordered thead:last-child tr:last-child>th:last-child,.table-bordered tbody:last-child tr:last-child>td:last-child,.table-bordered tbody:last-child tr:last-child>th:last-child,.table-bordered tfoot:last-child tr:last-child>td:last-child,.table-bordered tfoot:last-child tr:last-child>th:last-child{-webkit-border-bottom-right-radius:4px;-moz-border-radius-bottomright:4px;border-bottom-right-radius:4px;}
.table-bordered tfoot+tbody:last-child tr:last-child td:first-child{-webkit-border-bottom-left-radius:0;-moz-border-radius-bottomleft:0;border-bottom-left-radius:0;}
.table-bordered tfoot+tbody:last-child tr:last-child td:last-child{-webkit-border-bottom-right-radius:0;-moz-border-radius-bottomright:0;border-bottom-right-radius:0;}
.table-bordered caption+thead tr:first-child th:first-child,.table-bordered caption+tbody tr:first-child td:first-child,.table-bordered colgroup+thead tr:first-child th:first-child,.table-bordered colgroup+tbody tr:first-child td:first-child{-webkit-border-top-left-radius:4px;-moz-border-radius-topleft:4px;border-top-left-radius:4px;}
.table-bordered caption+thead tr:first-child th:last-child,.table-bordered caption+tbody tr:first-child td:last-child,.table-bordered colgroup+thead tr:first-child th:last-child,.table-bordered colgroup+tbody tr:first-child td:last-child{-webkit-border-top-right-radius:4px;-moz-border-radius-topright:4px;border-top-right-radius:4px;}
.table-striped tbody>tr:nth-child(odd)>td,.table-striped tbody>tr:nth-child(odd)>th{background-color:#f9f9f9;}
.table-hover tbody tr:hover>td,.table-hover tbody tr:hover>th{background-color:#f5f5f5;}
table td[class*="span"],table th[class*="span"],.row-fluid table td[class*="span"],.row-fluid table th[class*="span"]{display:table-cell;float:none;margin-left:0;}
.table td.span1,.table th.span1{float:none;width:44px;margin-left:0;}
.table td.span2,.table th.span2{float:none;width:124px;margin-left:0;}
.table td.span3,.table th.span3{float:none;width:204px;margin-left:0;}
.table td.span4,.table th.span4{float:none;width:284px;margin-left:0;}
.table td.span5,.table th.span5{float:none;width:364px;margin-left:0;}
.table td.span6,.table th.span6{float:none;width:444px;margin-left:0;}
.table td.span7,.table th.span7{float:none;width:524px;margin-left:0;}
.table td.span8,.table th.span8{float:none;width:604px;margin-left:0;}
.table td.span9,.table th.span9{float:none;width:684px;margin-left:0;}
.table td.span10,.table th.span10{float:none;width:764px;margin-left:0;}
.table td.span11,.table th.span11{float:none;width:844px;margin-left:0;}
.table td.span12,.table th.span12{float:none;width:924px;margin-left:0;}
.table tbody tr.success>td{background-color:#dff0d8;}
.table tbody tr.error>td{background-color:#f2dede;}
.table tbody tr.warning>td{background-color:#fcf8e3;}
.table tbody tr.info>td{background-color:#d9edf7;}
.table-hover tbody tr.success:hover>td{background-color:#d0e9c6;}
.table-hover tbody tr.error:hover>td{background-color:#ebcccc;}
.table-hover tbody tr.warning:hover>td{background-color:#faf2cc;}
.table-hover tbody tr.info:hover>td{background-color:#c4e3f3;}
[class^="icon-"],[class*=" icon-"]{display:inline-block;width:14px;height:14px;*margin-right:.3em;line-height:14px;vertical-align:text-top;background-image:url("../img/glyphicons-halflings.png");background-position:14px 14px;background-repeat:no-repeat;margin-top:1px;}
.icon-white,.nav-pills>.active>a>[class^="icon-"],.nav-pills>.active>a>[class*=" icon-"],.nav-list>.active>a>[class^="icon-"],.nav-list>.active>a>[class*=" icon-"],.navbar-inverse .nav>.active>a>[class^="icon-"],.navbar-inverse .nav>.active>a>[class*=" icon-"],.dropdown-menu>li>a:hover>[class^="icon-"],.dropdown-menu>li>a:focus>[class^="icon-"],.dropdown-menu>li>a:hover>[class*=" icon-"],.dropdown-menu>li>a:focus>[class*=" icon-"],.dropdown-menu>.active>a>[class^="icon-"],.dropdown-menu>.active>a>[class*=" icon-"],.dropdown-submenu:hover>a>[class^="icon-"],.dropdown-submenu:focus>a>[class^="icon-"],.dropdown-submenu:hover>a>[class*=" icon-"],.dropdown-submenu:focus>a>[class*=" icon-"]{background-image:url("../img/glyphicons-halflings-white.png");}
.icon-glass{background-position:0 0;}
.icon-music{background-position:-24px 0;}
.icon-search{background-position:-48px 0;}
.icon-envelope{background-position:-72px 0;}
.icon-heart{background-position:-96px 0;}
.icon-star{background-position:-120px 0;}
.icon-star-empty{background-position:-144px 0;}
.icon-user{background-position:-168px 0;}
.icon-film{background-position:-192px 0;}
.icon-th-large{background-position:-216px 0;}
.icon-th{background-position:-240px 0;}
.icon-th-list{background-position:-264px 0;}
.icon-ok{background-position:-288px 0;}
.icon-remove{background-position:-312px 0;}
.icon-zoom-in{background-position:-336px 0;}
.icon-zoom-out{background-position:-360px 0;}
.icon-off{background-position:-384px 0;}
.icon-signal{background-position:-408px 0;}
.icon-cog{background-position:-432px 0;}
.icon-trash{background-position:-456px 0;}
.icon-home{background-position:0 -24px;}
.icon-file{background-position:-24px -24px;}
.icon-time{background-position:-48px -24px;}
.icon-road{background-position:-72px -24px;}
.icon-download-alt{background-position:-96px -24px;}
.icon-download{background-position:-120px -24px;}
.icon-upload{background-position:-144px -24px;}
.icon-inbox{background-position:-168px -24px;}
.icon-play-circle{background-position:-192px -24px;}
.icon-repeat{background-position:-216px -24px;}
.icon-refresh{background-position:-240px -24px;}
.icon-list-alt{background-position:-264px -24px;}
.icon-lock{background-position:-287px -24px;}
.icon-flag{background-position:-312px -24px;}
.icon-headphones{background-position:-336px -24px;}
.icon-volume-off{background-position:-360px -24px;}
.icon-volume-down{background-position:-384px -24px;}
.icon-volume-up{background-position:-408px -24px;}
.icon-qrcode{background-position:-432px -24px;}
.icon-barcode{background-position:-456px -24px;}
.icon-tag{background-position:0 -48px;}
.icon-tags{background-position:-25px -48px;}
.icon-book{background-position:-48px -48px;}
.icon-bookmark{background-position:-72px -48px;}
.icon-print{background-position:-96px -48px;}
.icon-camera{background-position:-120px -48px;}
.icon-font{background-position:-144px -48px;}
.icon-bold{background-position:-167px -48px;}
.icon-italic{background-position:-192px -48px;}
.icon-text-height{background-position:-216px -48px;}
.icon-text-width{background-position:-240px -48px;}
.icon-align-left{background-position:-264px -48px;}
.icon-align-center{background-position:-288px -48px;}
.icon-align-right{background-position:-312px -48px;}
.icon-align-justify{background-position:-336px -48px;}
.icon-list{background-position:-360px -48px;}
.icon-indent-left{background-position:-384px -48px;}
.icon-indent-right{background-position:-408px -48px;}
.icon-facetime-video{background-position:-432px -48px;}
.icon-picture{background-position:-456px -48px;}
.icon-pencil{background-position:0 -72px;}
.icon-map-marker{background-position:-24px -72px;}
.icon-adjust{background-position:-48px -72px;}
.icon-tint{background-position:-72px -72px;}
.icon-edit{background-position:-96px -72px;}
.icon-share{background-position:-120px -72px;}
.icon-check{background-position:-144px -72px;}
.icon-move{background-position:-168px -72px;}
.icon-step-backward{background-position:-192px -72px;}
.icon-fast-backward{background-position:-216px -72px;}
.icon-backward{background-position:-240px -72px;}
.icon-play{background-position:-264px -72px;}
.icon-pause{background-position:-288px -72px;}
.icon-stop{background-position:-312px -72px;}
.icon-forward{background-position:-336px -72px;}
.icon-fast-forward{background-position:-360px -72px;}
.icon-step-forward{background-position:-384px -72px;}
.icon-eject{background-position:-408px -72px;}
.icon-chevron-left{background-position:-432px -72px;}
.icon-chevron-right{background-position:-456px -72px;}
.icon-plus-sign{background-position:0 -96px;}
.icon-minus-sign{background-position:-24px -96px;}
.icon-remove-sign{background-position:-48px -96px;}
.icon-ok-sign{background-position:-72px -96px;}
.icon-question-sign{background-position:-96px -96px;}
.icon-info-sign{background-position:-120px -96px;}
.icon-screenshot{background-position:-144px -96px;}
.icon-remove-circle{background-position:-168px -96px;}
.icon-ok-circle{background-position:-192px -96px;}
.icon-ban-circle{background-position:-216px -96px;}
.icon-arrow-left{background-position:-240px -96px;}
.icon-arrow-right{background-position:-264px -96px;}
.icon-arrow-up{background-position:-289px -96px;}
.icon-arrow-down{background-position:-312px -96px;}
.icon-share-alt{background-position:-336px -96px;}
.icon-resize-full{background-position:-360px -96px;}
.icon-resize-small{background-position:-384px -96px;}
.icon-plus{background-position:-408px -96px;}
.icon-minus{background-position:-433px -96px;}
.icon-asterisk{background-position:-456px -96px;}
.icon-exclamation-sign{background-position:0 -120px;}
.icon-gift{background-position:-24px -120px;}
.icon-leaf{background-position:-48px -120px;}
.icon-fire{background-position:-72px -120px;}
.icon-eye-open{background-position:-96px -120px;}
.icon-eye-close{background-position:-120px -120px;}
.icon-warning-sign{background-position:-144px -120px;}
.icon-plane{background-position:-168px -120px;}
.icon-calendar{background-position:-192px -120px;}
.icon-random{background-position:-216px -120px;width:16px;}
.icon-comment{background-position:-240px -120px;}
.icon-magnet{background-position:-264px -120px;}
.icon-chevron-up{background-position:-288px -120px;}
.icon-chevron-down{background-position:-313px -119px;}
.icon-retweet{background-position:-336px -120px;}
.icon-shopping-cart{background-position:-360px -120px;}
.icon-folder-close{background-position:-384px -120px;width:16px;}
.icon-folder-open{background-position:-408px -120px;width:16px;}
.icon-resize-vertical{background-position:-432px -119px;}
.icon-resize-horizontal{background-position:-456px -118px;}
.icon-hdd{background-position:0 -144px;}
.icon-bullhorn{background-position:-24px -144px;}
.icon-bell{background-position:-48px -144px;}
.icon-certificate{background-position:-72px -144px;}
.icon-thumbs-up{background-position:-96px -144px;}
.icon-thumbs-down{background-position:-120px -144px;}
.icon-hand-right{background-position:-144px -144px;}
.icon-hand-left{background-position:-168px -144px;}
.icon-hand-up{background-position:-192px -144px;}
.icon-hand-down{background-position:-216px -144px;}
.icon-circle-arrow-right{background-position:-240px -144px;}
.icon-circle-arrow-left{background-position:-264px -144px;}
.icon-circle-arrow-up{background-position:-288px -144px;}
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.icon-globe{background-position:-336px -144px;}
.icon-wrench{background-position:-360px -144px;}
.icon-tasks{background-position:-384px -144px;}
.icon-filter{background-position:-408px -144px;}
.icon-briefcase{background-position:-432px -144px;}
.icon-fullscreen{background-position:-456px -144px;}
.dropup,.dropdown{position:relative;}
.dropdown-toggle{*margin-bottom:-3px;}
.dropdown-toggle:active,.open .dropdown-toggle{outline:0;}
.caret{display:inline-block;width:0;height:0;vertical-align:top;border-top:4px solid #000000;border-right:4px solid transparent;border-left:4px solid transparent;content:"";}
.dropdown .caret{margin-top:8px;margin-left:2px;}
.dropdown-menu{position:absolute;top:100%;left:0;z-index:1000;display:none;float:left;min-width:160px;padding:5px 0;margin:2px 0 0;list-style:none;background-color:#ffffff;border:1px solid #ccc;border:1px solid rgba(0, 0, 0, 0.2);*border-right-width:2px;*border-bottom-width:2px;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px;-webkit-box-shadow:0 5px 10px rgba(0, 0, 0, 0.2);-moz-box-shadow:0 5px 10px rgba(0, 0, 0, 0.2);box-shadow:0 5px 10px rgba(0, 0, 0, 0.2);-webkit-background-clip:padding-box;-moz-background-clip:padding;background-clip:padding-box;}.dropdown-menu.pull-right{right:0;left:auto;}
.dropdown-menu .divider{*width:100%;height:1px;margin:9px 1px;*margin:-5px 0 5px;overflow:hidden;background-color:#e5e5e5;border-bottom:1px solid #ffffff;}
.dropdown-menu>li>a{display:block;padding:3px 20px;clear:both;font-weight:normal;line-height:20px;color:#333333;white-space:nowrap;}
.dropdown-menu>li>a:hover,.dropdown-menu>li>a:focus,.dropdown-submenu:hover>a,.dropdown-submenu:focus>a{text-decoration:none;color:#ffffff;background-color:#0081c2;background-image:-moz-linear-gradient(top, #0088cc, #0077b3);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#0088cc), to(#0077b3));background-image:-webkit-linear-gradient(top, #0088cc, #0077b3);background-image:-o-linear-gradient(top, #0088cc, #0077b3);background-image:linear-gradient(to bottom, #0088cc, #0077b3);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff0088cc', endColorstr='#ff0077b3', GradientType=0);}
.dropdown-menu>.active>a,.dropdown-menu>.active>a:hover,.dropdown-menu>.active>a:focus{color:#ffffff;text-decoration:none;outline:0;background-color:#0081c2;background-image:-moz-linear-gradient(top, #0088cc, #0077b3);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#0088cc), to(#0077b3));background-image:-webkit-linear-gradient(top, #0088cc, #0077b3);background-image:-o-linear-gradient(top, #0088cc, #0077b3);background-image:linear-gradient(to bottom, #0088cc, #0077b3);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff0088cc', endColorstr='#ff0077b3', GradientType=0);}
.dropdown-menu>.disabled>a,.dropdown-menu>.disabled>a:hover,.dropdown-menu>.disabled>a:focus{color:#999999;}
.dropdown-menu>.disabled>a:hover,.dropdown-menu>.disabled>a:focus{text-decoration:none;background-color:transparent;background-image:none;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false);cursor:default;}
.open{*z-index:1000;}.open>.dropdown-menu{display:block;}
.dropdown-backdrop{position:fixed;left:0;right:0;bottom:0;top:0;z-index:990;}
.pull-right>.dropdown-menu{right:0;left:auto;}
.dropup .caret,.navbar-fixed-bottom .dropdown .caret{border-top:0;border-bottom:4px solid #000000;content:"";}
.dropup .dropdown-menu,.navbar-fixed-bottom .dropdown .dropdown-menu{top:auto;bottom:100%;margin-bottom:1px;}
.dropdown-submenu{position:relative;}
.dropdown-submenu>.dropdown-menu{top:0;left:100%;margin-top:-6px;margin-left:-1px;-webkit-border-radius:0 6px 6px 6px;-moz-border-radius:0 6px 6px 6px;border-radius:0 6px 6px 6px;}
.dropdown-submenu:hover>.dropdown-menu{display:block;}
.dropup .dropdown-submenu>.dropdown-menu{top:auto;bottom:0;margin-top:0;margin-bottom:-2px;-webkit-border-radius:5px 5px 5px 0;-moz-border-radius:5px 5px 5px 0;border-radius:5px 5px 5px 0;}
.dropdown-submenu>a:after{display:block;content:" ";float:right;width:0;height:0;border-color:transparent;border-style:solid;border-width:5px 0 5px 5px;border-left-color:#cccccc;margin-top:5px;margin-right:-10px;}
.dropdown-submenu:hover>a:after{border-left-color:#ffffff;}
.dropdown-submenu.pull-left{float:none;}.dropdown-submenu.pull-left>.dropdown-menu{left:-100%;margin-left:10px;-webkit-border-radius:6px 0 6px 6px;-moz-border-radius:6px 0 6px 6px;border-radius:6px 0 6px 6px;}
.dropdown .dropdown-menu .nav-header{padding-left:20px;padding-right:20px;}
.typeahead{z-index:1051;margin-top:2px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;}
.well{min-height:20px;padding:19px;margin-bottom:20px;background-color:#f5f5f5;border:1px solid #e3e3e3;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;-webkit-box-shadow:inset 0 1px 1px rgba(0, 0, 0, 0.05);-moz-box-shadow:inset 0 1px 1px rgba(0, 0, 0, 0.05);box-shadow:inset 0 1px 1px rgba(0, 0, 0, 0.05);}.well blockquote{border-color:#ddd;border-color:rgba(0, 0, 0, 0.15);}
.well-large{padding:24px;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px;}
.well-small{padding:9px;-webkit-border-radius:3px;-moz-border-radius:3px;border-radius:3px;}
.fade{opacity:0;-webkit-transition:opacity 0.15s linear;-moz-transition:opacity 0.15s linear;-o-transition:opacity 0.15s linear;transition:opacity 0.15s linear;}.fade.in{opacity:1;}
.collapse{position:relative;height:0;overflow:hidden;-webkit-transition:height 0.35s ease;-moz-transition:height 0.35s ease;-o-transition:height 0.35s ease;transition:height 0.35s ease;}.collapse.in{height:auto;}
.close{float:right;font-size:20px;font-weight:bold;line-height:20px;color:#000000;text-shadow:0 1px 0 #ffffff;opacity:0.2;filter:alpha(opacity=20);}.close:hover,.close:focus{color:#000000;text-decoration:none;cursor:pointer;opacity:0.4;filter:alpha(opacity=40);}
button.close{padding:0;cursor:pointer;background:transparent;border:0;-webkit-appearance:none;}
.btn{display:inline-block;*display:inline;*zoom:1;padding:4px 12px;margin-bottom:0;font-size:13px;line-height:20px;text-align:center;vertical-align:middle;cursor:pointer;color:#333333;text-shadow:0 1px 1px rgba(255, 255, 255, 0.75);background-color:#f5f5f5;background-image:-moz-linear-gradient(top, #ffffff, #e6e6e6);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#ffffff), to(#e6e6e6));background-image:-webkit-linear-gradient(top, #ffffff, #e6e6e6);background-image:-o-linear-gradient(top, #ffffff, #e6e6e6);background-image:linear-gradient(to bottom, #ffffff, #e6e6e6);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffffffff', endColorstr='#ffe6e6e6', GradientType=0);border-color:#e6e6e6 #e6e6e6 #bfbfbf;border-color:rgba(0, 0, 0, 0.1) rgba(0, 0, 0, 0.1) rgba(0, 0, 0, 0.25);*background-color:#e6e6e6;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false);border:1px solid #cccccc;*border:0;border-bottom-color:#b3b3b3;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;*margin-left:.3em;-webkit-box-shadow:inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);-moz-box-shadow:inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);box-shadow:inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);}.btn:hover,.btn:focus,.btn:active,.btn.active,.btn.disabled,.btn[disabled]{color:#333333;background-color:#e6e6e6;*background-color:#d9d9d9;}
.btn:active,.btn.active{background-color:#cccccc \9;}
.btn:hover,.btn:focus,.btn:active,.btn.active,.btn.disabled,.btn[disabled]{color:#333333;background-color:#e6e6e6;*background-color:#d9d9d9;}
.btn:active,.btn.active{background-color:#cccccc \9;}
.btn:first-child{*margin-left:0;}
.btn:first-child{*margin-left:0;}
.btn:hover,.btn:focus{color:#333333;text-decoration:none;background-position:0 -15px;-webkit-transition:background-position 0.1s linear;-moz-transition:background-position 0.1s linear;-o-transition:background-position 0.1s linear;transition:background-position 0.1s linear;}
.btn:focus{outline:thin dotted #333;outline:5px auto -webkit-focus-ring-color;outline-offset:-2px;}
.btn.active,.btn:active{background-image:none;outline:0;-webkit-box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05);-moz-box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05);box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05);}
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.btn-large{padding:11px 19px;font-size:16.25px;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px;}
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.btn-block+.btn-block{margin-top:5px;}
input[type="submit"].btn-block,input[type="reset"].btn-block,input[type="button"].btn-block{width:100%;}
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.btn-link,.btn-link:active,.btn-link[disabled]{background-color:transparent;background-image:none;-webkit-box-shadow:none;-moz-box-shadow:none;box-shadow:none;}
.btn-link{border-color:transparent;cursor:pointer;color:#0088cc;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0;}
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.btn-group:first-child{*margin-left:0;}
.btn-group+.btn-group{margin-left:5px;}
.btn-toolbar{font-size:0;margin-top:10px;margin-bottom:10px;}.btn-toolbar>.btn+.btn,.btn-toolbar>.btn-group+.btn,.btn-toolbar>.btn+.btn-group{margin-left:5px;}
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.btn-group>.btn+.btn{margin-left:-1px;}
.btn-group>.btn,.btn-group>.dropdown-menu,.btn-group>.popover{font-size:13px;}
.btn-group>.btn-mini{font-size:9.75px;}
.btn-group>.btn-small{font-size:11.049999999999999px;}
.btn-group>.btn-large{font-size:16.25px;}
.btn-group>.btn:first-child{margin-left:0;-webkit-border-top-left-radius:4px;-moz-border-radius-topleft:4px;border-top-left-radius:4px;-webkit-border-bottom-left-radius:4px;-moz-border-radius-bottomleft:4px;border-bottom-left-radius:4px;}
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.btn-group>.btn+.dropdown-toggle{padding-left:8px;padding-right:8px;-webkit-box-shadow:inset 1px 0 0 rgba(255,255,255,.125), inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);-moz-box-shadow:inset 1px 0 0 rgba(255,255,255,.125), inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);box-shadow:inset 1px 0 0 rgba(255,255,255,.125), inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);*padding-top:5px;*padding-bottom:5px;}
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.btn-group>.btn-small+.dropdown-toggle{*padding-top:5px;*padding-bottom:4px;}
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.btn-group.open .btn-info.dropdown-toggle{background-color:#2f96b4;}
.btn-group.open .btn-inverse.dropdown-toggle{background-color:#222222;}
.btn .caret{margin-top:8px;margin-left:0;}
.btn-large .caret{margin-top:6px;}
.btn-large .caret{border-left-width:5px;border-right-width:5px;border-top-width:5px;}
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.dropup .btn-large .caret{border-bottom-width:5px;}
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.alert{padding:8px 35px 8px 14px;margin-bottom:20px;text-shadow:0 1px 0 rgba(255, 255, 255, 0.5);background-color:#fcf8e3;border:1px solid #fbeed5;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;}
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.alert h4{margin:0;}
.alert .close{position:relative;top:-2px;right:-21px;line-height:20px;}
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.alert-success h4{color:#468847;}
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.alert-danger h4,.alert-error h4{color:#b94a48;}
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.alert-block p+p{margin-top:5px;}
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.modal-footer .btn-block+.btn-block{margin-left:0;}
.tooltip{position:absolute;z-index:1030;display:block;visibility:visible;font-size:11px;line-height:1.4;opacity:0;filter:alpha(opacity=0);}.tooltip.in{opacity:0.8;filter:alpha(opacity=80);}
.tooltip.top{margin-top:-3px;padding:5px 0;}
.tooltip.right{margin-left:3px;padding:0 5px;}
.tooltip.bottom{margin-top:3px;padding:5px 0;}
.tooltip.left{margin-left:-3px;padding:0 5px;}
.tooltip-inner{max-width:200px;padding:8px;color:#ffffff;text-align:center;text-decoration:none;background-color:#000000;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;}
.tooltip-arrow{position:absolute;width:0;height:0;border-color:transparent;border-style:solid;}
.tooltip.top .tooltip-arrow{bottom:0;left:50%;margin-left:-5px;border-width:5px 5px 0;border-top-color:#000000;}
.tooltip.right .tooltip-arrow{top:50%;left:0;margin-top:-5px;border-width:5px 5px 5px 0;border-right-color:#000000;}
.tooltip.left .tooltip-arrow{top:50%;right:0;margin-top:-5px;border-width:5px 0 5px 5px;border-left-color:#000000;}
.tooltip.bottom .tooltip-arrow{top:0;left:50%;margin-left:-5px;border-width:0 5px 5px;border-bottom-color:#000000;}
.popover{position:absolute;top:0;left:0;z-index:1010;display:none;max-width:276px;padding:1px;text-align:left;background-color:#ffffff;-webkit-background-clip:padding-box;-moz-background-clip:padding;background-clip:padding-box;border:1px solid #ccc;border:1px solid rgba(0, 0, 0, 0.2);-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px;-webkit-box-shadow:0 5px 10px rgba(0, 0, 0, 0.2);-moz-box-shadow:0 5px 10px rgba(0, 0, 0, 0.2);box-shadow:0 5px 10px rgba(0, 0, 0, 0.2);white-space:normal;}.popover.top{margin-top:-10px;}
.popover.right{margin-left:10px;}
.popover.bottom{margin-top:10px;}
.popover.left{margin-left:-10px;}
.popover-title{margin:0;padding:8px 14px;font-size:14px;font-weight:normal;line-height:18px;background-color:#f7f7f7;border-bottom:1px solid #ebebeb;-webkit-border-radius:5px 5px 0 0;-moz-border-radius:5px 5px 0 0;border-radius:5px 5px 0 0;}.popover-title:empty{display:none;}
.popover-content{padding:9px 14px;}
.popover .arrow,.popover .arrow:after{position:absolute;display:block;width:0;height:0;border-color:transparent;border-style:solid;}
.popover .arrow{border-width:11px;}
.popover .arrow:after{border-width:10px;content:"";}
.popover.top .arrow{left:50%;margin-left:-11px;border-bottom-width:0;border-top-color:#999;border-top-color:rgba(0, 0, 0, 0.25);bottom:-11px;}.popover.top .arrow:after{bottom:1px;margin-left:-10px;border-bottom-width:0;border-top-color:#ffffff;}
.popover.right .arrow{top:50%;left:-11px;margin-top:-11px;border-left-width:0;border-right-color:#999;border-right-color:rgba(0, 0, 0, 0.25);}.popover.right .arrow:after{left:1px;bottom:-10px;border-left-width:0;border-right-color:#ffffff;}
.popover.bottom .arrow{left:50%;margin-left:-11px;border-top-width:0;border-bottom-color:#999;border-bottom-color:rgba(0, 0, 0, 0.25);top:-11px;}.popover.bottom .arrow:after{top:1px;margin-left:-10px;border-top-width:0;border-bottom-color:#ffffff;}
.popover.left .arrow{top:50%;right:-11px;margin-top:-11px;border-right-width:0;border-left-color:#999;border-left-color:rgba(0, 0, 0, 0.25);}.popover.left .arrow:after{right:1px;border-right-width:0;border-left-color:#ffffff;bottom:-10px;}
.thumbnails{margin-left:-20px;list-style:none;*zoom:1;}.thumbnails:before,.thumbnails:after{display:table;content:"";line-height:0;}
.thumbnails:after{clear:both;}
.thumbnails:before,.thumbnails:after{display:table;content:"";line-height:0;}
.thumbnails:after{clear:both;}
.row-fluid .thumbnails{margin-left:0;}
.thumbnails>li{float:left;margin-bottom:20px;margin-left:20px;}
.thumbnail{display:block;padding:4px;line-height:20px;border:1px solid #ddd;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;-webkit-box-shadow:0 1px 3px rgba(0, 0, 0, 0.055);-moz-box-shadow:0 1px 3px rgba(0, 0, 0, 0.055);box-shadow:0 1px 3px rgba(0, 0, 0, 0.055);-webkit-transition:all 0.2s ease-in-out;-moz-transition:all 0.2s ease-in-out;-o-transition:all 0.2s ease-in-out;transition:all 0.2s ease-in-out;}
a.thumbnail:hover,a.thumbnail:focus{border-color:#0088cc;-webkit-box-shadow:0 1px 4px rgba(0, 105, 214, 0.25);-moz-box-shadow:0 1px 4px rgba(0, 105, 214, 0.25);box-shadow:0 1px 4px rgba(0, 105, 214, 0.25);}
.thumbnail>img{display:block;max-width:100%;margin-left:auto;margin-right:auto;}
.thumbnail .caption{padding:9px;color:#555555;}
.media,.media-body{overflow:hidden;*overflow:visible;zoom:1;}
.media,.media .media{margin-top:15px;}
.media:first-child{margin-top:0;}
.media-object{display:block;}
.media-heading{margin:0 0 5px;}
.media>.pull-left{margin-right:10px;}
.media>.pull-right{margin-left:10px;}
.media-list{margin-left:0;list-style:none;}
.label,.badge{display:inline-block;padding:2px 4px;font-size:10.998px;font-weight:bold;line-height:14px;color:#ffffff;vertical-align:baseline;white-space:nowrap;text-shadow:0 -1px 0 rgba(0, 0, 0, 0.25);background-color:#999999;}
.label{-webkit-border-radius:3px;-moz-border-radius:3px;border-radius:3px;}
.badge{padding-left:9px;padding-right:9px;-webkit-border-radius:9px;-moz-border-radius:9px;border-radius:9px;}
.label:empty,.badge:empty{display:none;}
a.label:hover,a.label:focus,a.badge:hover,a.badge:focus{color:#ffffff;text-decoration:none;cursor:pointer;}
.label-important,.badge-important{background-color:#b94a48;}
.label-important[href],.badge-important[href]{background-color:#953b39;}
.label-warning,.badge-warning{background-color:#f89406;}
.label-warning[href],.badge-warning[href]{background-color:#c67605;}
.label-success,.badge-success{background-color:#468847;}
.label-success[href],.badge-success[href]{background-color:#356635;}
.label-info,.badge-info{background-color:#3a87ad;}
.label-info[href],.badge-info[href]{background-color:#2d6987;}
.label-inverse,.badge-inverse{background-color:#333333;}
.label-inverse[href],.badge-inverse[href]{background-color:#1a1a1a;}
.btn .label,.btn .badge{position:relative;top:-1px;}
.btn-mini .label,.btn-mini .badge{top:0;}
@-webkit-keyframes progress-bar-stripes{from{background-position:40px 0;} to{background-position:0 0;}}@-moz-keyframes progress-bar-stripes{from{background-position:40px 0;} to{background-position:0 0;}}@-ms-keyframes progress-bar-stripes{from{background-position:40px 0;} to{background-position:0 0;}}@-o-keyframes progress-bar-stripes{from{background-position:0 0;} to{background-position:40px 0;}}@keyframes progress-bar-stripes{from{background-position:40px 0;} to{background-position:0 0;}}.progress{overflow:hidden;height:20px;margin-bottom:20px;background-color:#f7f7f7;background-image:-moz-linear-gradient(top, #f5f5f5, #f9f9f9);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#f5f5f5), to(#f9f9f9));background-image:-webkit-linear-gradient(top, #f5f5f5, #f9f9f9);background-image:-o-linear-gradient(top, #f5f5f5, #f9f9f9);background-image:linear-gradient(to bottom, #f5f5f5, #f9f9f9);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fff5f5f5', endColorstr='#fff9f9f9', GradientType=0);-webkit-box-shadow:inset 0 1px 2px rgba(0, 0, 0, 0.1);-moz-box-shadow:inset 0 1px 2px rgba(0, 0, 0, 0.1);box-shadow:inset 0 1px 2px rgba(0, 0, 0, 0.1);-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;}
.progress .bar{width:0%;height:100%;color:#ffffff;float:left;font-size:12px;text-align:center;text-shadow:0 -1px 0 rgba(0, 0, 0, 0.25);background-color:#0e90d2;background-image:-moz-linear-gradient(top, #149bdf, #0480be);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#149bdf), to(#0480be));background-image:-webkit-linear-gradient(top, #149bdf, #0480be);background-image:-o-linear-gradient(top, #149bdf, #0480be);background-image:linear-gradient(to bottom, #149bdf, #0480be);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff149bdf', endColorstr='#ff0480be', GradientType=0);-webkit-box-shadow:inset 0 -1px 0 rgba(0, 0, 0, 0.15);-moz-box-shadow:inset 0 -1px 0 rgba(0, 0, 0, 0.15);box-shadow:inset 0 -1px 0 rgba(0, 0, 0, 0.15);-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box;-webkit-transition:width 0.6s ease;-moz-transition:width 0.6s ease;-o-transition:width 0.6s ease;transition:width 0.6s ease;}
.progress .bar+.bar{-webkit-box-shadow:inset 1px 0 0 rgba(0,0,0,.15), inset 0 -1px 0 rgba(0,0,0,.15);-moz-box-shadow:inset 1px 0 0 rgba(0,0,0,.15), inset 0 -1px 0 rgba(0,0,0,.15);box-shadow:inset 1px 0 0 rgba(0,0,0,.15), inset 0 -1px 0 rgba(0,0,0,.15);}
.progress-striped .bar{background-color:#149bdf;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(0.25, rgba(255, 255, 255, 0.15)), color-stop(0.25, transparent), color-stop(0.5, transparent), color-stop(0.5, rgba(255, 255, 255, 0.15)), color-stop(0.75, rgba(255, 255, 255, 0.15)), color-stop(0.75, transparent), to(transparent));background-image:-webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-moz-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);-webkit-background-size:40px 40px;-moz-background-size:40px 40px;-o-background-size:40px 40px;background-size:40px 40px;}
.progress.active .bar{-webkit-animation:progress-bar-stripes 2s linear infinite;-moz-animation:progress-bar-stripes 2s linear infinite;-ms-animation:progress-bar-stripes 2s linear infinite;-o-animation:progress-bar-stripes 2s linear infinite;animation:progress-bar-stripes 2s linear infinite;}
.progress-danger .bar,.progress .bar-danger{background-color:#dd514c;background-image:-moz-linear-gradient(top, #ee5f5b, #c43c35);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#ee5f5b), to(#c43c35));background-image:-webkit-linear-gradient(top, #ee5f5b, #c43c35);background-image:-o-linear-gradient(top, #ee5f5b, #c43c35);background-image:linear-gradient(to bottom, #ee5f5b, #c43c35);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffee5f5b', endColorstr='#ffc43c35', GradientType=0);}
.progress-danger.progress-striped .bar,.progress-striped .bar-danger{background-color:#ee5f5b;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(0.25, rgba(255, 255, 255, 0.15)), color-stop(0.25, transparent), color-stop(0.5, transparent), color-stop(0.5, rgba(255, 255, 255, 0.15)), color-stop(0.75, rgba(255, 255, 255, 0.15)), color-stop(0.75, transparent), to(transparent));background-image:-webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-moz-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);}
.progress-success .bar,.progress .bar-success{background-color:#5eb95e;background-image:-moz-linear-gradient(top, #62c462, #57a957);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#62c462), to(#57a957));background-image:-webkit-linear-gradient(top, #62c462, #57a957);background-image:-o-linear-gradient(top, #62c462, #57a957);background-image:linear-gradient(to bottom, #62c462, #57a957);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff62c462', endColorstr='#ff57a957', GradientType=0);}
.progress-success.progress-striped .bar,.progress-striped .bar-success{background-color:#62c462;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(0.25, rgba(255, 255, 255, 0.15)), color-stop(0.25, transparent), color-stop(0.5, transparent), color-stop(0.5, rgba(255, 255, 255, 0.15)), color-stop(0.75, rgba(255, 255, 255, 0.15)), color-stop(0.75, transparent), to(transparent));background-image:-webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-moz-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);}
.progress-info .bar,.progress .bar-info{background-color:#4bb1cf;background-image:-moz-linear-gradient(top, #5bc0de, #339bb9);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#5bc0de), to(#339bb9));background-image:-webkit-linear-gradient(top, #5bc0de, #339bb9);background-image:-o-linear-gradient(top, #5bc0de, #339bb9);background-image:linear-gradient(to bottom, #5bc0de, #339bb9);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff5bc0de', endColorstr='#ff339bb9', GradientType=0);}
.progress-info.progress-striped .bar,.progress-striped .bar-info{background-color:#5bc0de;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(0.25, rgba(255, 255, 255, 0.15)), color-stop(0.25, transparent), color-stop(0.5, transparent), color-stop(0.5, rgba(255, 255, 255, 0.15)), color-stop(0.75, rgba(255, 255, 255, 0.15)), color-stop(0.75, transparent), to(transparent));background-image:-webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-moz-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);}
.progress-warning .bar,.progress .bar-warning{background-color:#faa732;background-image:-moz-linear-gradient(top, #fbb450, #f89406);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#fbb450), to(#f89406));background-image:-webkit-linear-gradient(top, #fbb450, #f89406);background-image:-o-linear-gradient(top, #fbb450, #f89406);background-image:linear-gradient(to bottom, #fbb450, #f89406);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fffbb450', endColorstr='#fff89406', GradientType=0);}
.progress-warning.progress-striped .bar,.progress-striped .bar-warning{background-color:#fbb450;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(0.25, rgba(255, 255, 255, 0.15)), color-stop(0.25, transparent), color-stop(0.5, transparent), color-stop(0.5, rgba(255, 255, 255, 0.15)), color-stop(0.75, rgba(255, 255, 255, 0.15)), color-stop(0.75, transparent), to(transparent));background-image:-webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-moz-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);}
.accordion{margin-bottom:20px;}
.accordion-group{margin-bottom:2px;border:1px solid #e5e5e5;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;}
.accordion-heading{border-bottom:0;}
.accordion-heading .accordion-toggle{display:block;padding:8px 15px;}
.accordion-toggle{cursor:pointer;}
.accordion-inner{padding:9px 15px;border-top:1px solid #e5e5e5;}
.carousel{position:relative;margin-bottom:20px;line-height:1;}
.carousel-inner{overflow:hidden;width:100%;position:relative;}
.carousel-inner>.item{display:none;position:relative;-webkit-transition:0.6s ease-in-out left;-moz-transition:0.6s ease-in-out left;-o-transition:0.6s ease-in-out left;transition:0.6s ease-in-out left;}.carousel-inner>.item>img,.carousel-inner>.item>a>img{display:block;line-height:1;}
.carousel-inner>.active,.carousel-inner>.next,.carousel-inner>.prev{display:block;}
.carousel-inner>.active{left:0;}
.carousel-inner>.next,.carousel-inner>.prev{position:absolute;top:0;width:100%;}
.carousel-inner>.next{left:100%;}
.carousel-inner>.prev{left:-100%;}
.carousel-inner>.next.left,.carousel-inner>.prev.right{left:0;}
.carousel-inner>.active.left{left:-100%;}
.carousel-inner>.active.right{left:100%;}
.carousel-control{position:absolute;top:40%;left:15px;width:40px;height:40px;margin-top:-20px;font-size:60px;font-weight:100;line-height:30px;color:#ffffff;text-align:center;background:#222222;border:3px solid #ffffff;-webkit-border-radius:23px;-moz-border-radius:23px;border-radius:23px;opacity:0.5;filter:alpha(opacity=50);}.carousel-control.right{left:auto;right:15px;}
.carousel-control:hover,.carousel-control:focus{color:#ffffff;text-decoration:none;opacity:0.9;filter:alpha(opacity=90);}
.carousel-indicators{position:absolute;top:15px;right:15px;z-index:5;margin:0;list-style:none;}.carousel-indicators li{display:block;float:left;width:10px;height:10px;margin-left:5px;text-indent:-999px;background-color:#ccc;background-color:rgba(255, 255, 255, 0.25);border-radius:5px;}
.carousel-indicators .active{background-color:#fff;}
.carousel-caption{position:absolute;left:0;right:0;bottom:0;padding:15px;background:#333333;background:rgba(0, 0, 0, 0.75);}
.carousel-caption h4,.carousel-caption p{color:#ffffff;line-height:20px;}
.carousel-caption h4{margin:0 0 5px;}
.carousel-caption p{margin-bottom:0;}
.hero-unit{padding:60px;margin-bottom:30px;font-size:18px;font-weight:200;line-height:30px;color:inherit;background-color:#eeeeee;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px;}.hero-unit h1{margin-bottom:0;font-size:60px;line-height:1;color:inherit;letter-spacing:-1px;}
.hero-unit li{line-height:30px;}
.pull-right{float:right;}
.pull-left{float:left;}
.hide{display:none;}
.show{display:block;}
.invisible{visibility:hidden;}
.affix{position:fixed;}
.clearfix{*zoom:1;}.clearfix:before,.clearfix:after{display:table;content:"";line-height:0;}
.clearfix:after{clear:both;}
.hide-text{font:0/0 a;color:transparent;text-shadow:none;background-color:transparent;border:0;}
.input-block-level{display:block;width:100%;min-height:30px;-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box;}
@-ms-viewport{width:device-width;}.hidden{display:none;visibility:hidden;}
.visible-phone{display:none !important;}
.visible-tablet{display:none !important;}
.hidden-desktop{display:none !important;}
.visible-desktop{display:inherit !important;}
@media (min-width:768px) and (max-width:979px){.hidden-desktop{display:inherit !important;} .visible-desktop{display:none !important ;} .visible-tablet{display:inherit !important;} .hidden-tablet{display:none !important;}}@media (max-width:767px){.hidden-desktop{display:inherit !important;} .visible-desktop{display:none !important;} .visible-phone{display:inherit !important;} .hidden-phone{display:none !important;}}.visible-print{display:none !important;}
@media print{.visible-print{display:inherit !important;} .hidden-print{display:none !important;}}@media (min-width:1200px){.row{margin-left:-30px;*zoom:1;}.row:before,.row:after{display:table;content:"";line-height:0;} .row:after{clear:both;} .row:before,.row:after{display:table;content:"";line-height:0;} .row:after{clear:both;} [class*="span"]{float:left;min-height:1px;margin-left:30px;} .container,.navbar-static-top .container,.navbar-fixed-top .container,.navbar-fixed-bottom .container{width:1170px;} .span12{width:1170px;} .span11{width:1070px;} .span10{width:970px;} .span9{width:870px;} .span8{width:770px;} .span7{width:670px;} .span6{width:570px;} .span5{width:470px;} .span4{width:370px;} .span3{width:270px;} .span2{width:170px;} .span1{width:70px;} .offset12{margin-left:1230px;} .offset11{margin-left:1130px;} .offset10{margin-left:1030px;} .offset9{margin-left:930px;} .offset8{margin-left:830px;} .offset7{margin-left:730px;} .offset6{margin-left:630px;} 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<h1 id="mining-the-social-web-2nd-edition">Mining the Social Web, 2nd Edition</h1>
<h2 id="chapter-1-mining-twitter-exploring-trending-topics-discovering-what-people-are-talking-about-and-more">Chapter 1: Mining Twitter: Exploring Trending Topics, Discovering What People Are Talking About, and More</h2>
<p>This IPython Notebook provides an interactive way to follow along with and explore the numbered examples from <a href="http://bit.ly/135dHfs"><em>Mining the Social Web (2nd Edition)</em></a>. The intent behind this notebook is to reinforce the concepts from the sample code in a fun, convenient, and effective way. This notebook assumes that you are reading along with the book and have the context of the discussion as you work through these exercises.</p>
<p>In the somewhat unlikely event that you've somehow stumbled across this notebook outside of its context on GitHub, <a href="http://bit.ly/16kGNyb">you can find the full source code repository here</a>.</p>
<h2 id="copyright-and-licensing">Copyright and Licensing</h2>
<p>You are free to use or adapt this notebook for any purpose you'd like. However, please respect the <a href="https://github.com/ptwobrussell/Mining-the-Social-Web-2nd-Edition/blob/master/LICENSE.txt">Simplified BSD License</a> that governs its use.</p>
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<h1 id="twitter-api-access">Twitter API Access</h1>
<p>Twitter implements OAuth 1.0A as its standard authentication mechanism, and in order to use it to make requests to Twitter's API, you'll need to go to https://dev.twitter.com/apps and create a sample application. There are four primary identifiers you'll need to note for an OAuth 1.0A workflow: consumer key, consumer secret, access token, and access token secret. Note that you will need an ordinary Twitter account in order to login, create an app, and get these credentials.</p>
<img src="../resources/ch01-twitter/images/Twitter-AppCredentials.png" width="600px">
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<p>If you are taking advantage of the virtual machine experience for this chapter that is powered by Vagrant, you should just be able to execute the code in this notebook without any worries whatsoever about installing dependencies. If you are running the code from your own development envioronment, however, be advised that these examples in this chapter take advantage of a Python package called <a href="https://github.com/sixohsix/twitter">twitter</a> to make API calls. You can install this package in a terminal with <a href="https://pypi.python.org/pypi/pip">pip</a> with the command <code>pip install twitter</code>, preferably from within a <a href="https://pypi.python.org/pypi/virtualenv">Python virtual environment</a>.</p>
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<p>Once installed, you should be able to open up a Python interpreter (or better yet, your <a href="http://ipython.org/">IPython</a> interpreter) and get rolling.</p>
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<h2 id="Example-1.-Authorizing-an-application-to-access-Twitter-account-data">Example 1. Authorizing an application to access Twitter account data<a class="anchor-link" href="#Example-1.-Authorizing-an-application-to-access-Twitter-account-data">&#182;</a></h2>
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<div class="highlight"><pre><span class="kn">import</span> <span class="nn">twitter</span>

<span class="c"># XXX: Go to http://dev.twitter.com/apps/new to create an app and get values</span>
<span class="c"># for these credentials, which you&#39;ll need to provide in place of these</span>
<span class="c"># empty string values that are defined as placeholders.</span>
<span class="c"># See https://dev.twitter.com/docs/auth/oauth for more information </span>
<span class="c"># on Twitter&#39;s OAuth implementation.</span>

<span class="n">CONSUMER_KEY</span> <span class="o">=</span> <span class="s">&#39;&#39;</span>
<span class="n">CONSUMER_SECRET</span> <span class="o">=</span> <span class="s">&#39;&#39;</span>
<span class="n">OAUTH_TOKEN</span> <span class="o">=</span> <span class="s">&#39;&#39;</span>
<span class="n">OAUTH_TOKEN_SECRET</span> <span class="o">=</span> <span class="s">&#39;&#39;</span>

<span class="n">auth</span> <span class="o">=</span> <span class="n">twitter</span><span class="o">.</span><span class="n">oauth</span><span class="o">.</span><span class="n">OAuth</span><span class="p">(</span><span class="n">OAUTH_TOKEN</span><span class="p">,</span> <span class="n">OAUTH_TOKEN_SECRET</span><span class="p">,</span>
                           <span class="n">CONSUMER_KEY</span><span class="p">,</span> <span class="n">CONSUMER_SECRET</span><span class="p">)</span>

<span class="n">twitter_api</span> <span class="o">=</span> <span class="n">twitter</span><span class="o">.</span><span class="n">Twitter</span><span class="p">(</span><span class="n">auth</span><span class="o">=</span><span class="n">auth</span><span class="p">)</span>

<span class="c"># Nothing to see by displaying twitter_api except that it&#39;s now a</span>
<span class="c"># defined variable</span>

<span class="k">print</span> <span class="n">twitter_api</span>
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<h2 id="Example-2.-Retrieving-trends">Example 2. Retrieving trends<a class="anchor-link" href="#Example-2.-Retrieving-trends">&#182;</a></h2>
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<div class="highlight"><pre><span class="c"># The Yahoo! Where On Earth ID for the entire world is 1.</span>
<span class="c"># See https://dev.twitter.com/docs/api/1.1/get/trends/place and</span>
<span class="c"># http://developer.yahoo.com/geo/geoplanet/</span>

<span class="n">WORLD_WOE_ID</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">US_WOE_ID</span> <span class="o">=</span> <span class="mi">23424977</span>

<span class="c"># Prefix ID with the underscore for query string parameterization.</span>
<span class="c"># Without the underscore, the twitter package appends the ID value</span>
<span class="c"># to the URL itself as a special case keyword argument.</span>

<span class="n">world_trends</span> <span class="o">=</span> <span class="n">twitter_api</span><span class="o">.</span><span class="n">trends</span><span class="o">.</span><span class="n">place</span><span class="p">(</span><span class="n">_id</span><span class="o">=</span><span class="n">WORLD_WOE_ID</span><span class="p">)</span>
<span class="n">us_trends</span> <span class="o">=</span> <span class="n">twitter_api</span><span class="o">.</span><span class="n">trends</span><span class="o">.</span><span class="n">place</span><span class="p">(</span><span class="n">_id</span><span class="o">=</span><span class="n">US_WOE_ID</span><span class="p">)</span>

<span class="k">print</span> <span class="n">world_trends</span>
<span class="k">print</span>
<span class="k">print</span> <span class="n">us_trends</span>
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<h2 id="Example-3.-Displaying-API-responses-as-pretty-printed-JSON">Example 3. Displaying API responses as pretty-printed JSON<a class="anchor-link" href="#Example-3.-Displaying-API-responses-as-pretty-printed-JSON">&#182;</a></h2>
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<div class="highlight"><pre><span class="kn">import</span> <span class="nn">json</span>

<span class="k">print</span> <span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="n">world_trends</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="k">print</span>
<span class="k">print</span> <span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="n">us_trends</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
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<h2 id="Example-4.-Computing-the-intersection-of-two-sets-of-trends">Example 4. Computing the intersection of two sets of trends<a class="anchor-link" href="#Example-4.-Computing-the-intersection-of-two-sets-of-trends">&#182;</a></h2>
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<div class="highlight"><pre><span class="n">world_trends_set</span> <span class="o">=</span> <span class="nb">set</span><span class="p">([</span><span class="n">trend</span><span class="p">[</span><span class="s">&#39;name&#39;</span><span class="p">]</span> 
                        <span class="k">for</span> <span class="n">trend</span> <span class="ow">in</span> <span class="n">world_trends</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="s">&#39;trends&#39;</span><span class="p">]])</span>

<span class="n">us_trends_set</span> <span class="o">=</span> <span class="nb">set</span><span class="p">([</span><span class="n">trend</span><span class="p">[</span><span class="s">&#39;name&#39;</span><span class="p">]</span> 
                     <span class="k">for</span> <span class="n">trend</span> <span class="ow">in</span> <span class="n">us_trends</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="s">&#39;trends&#39;</span><span class="p">]])</span> 

<span class="n">common_trends</span> <span class="o">=</span> <span class="n">world_trends_set</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">us_trends_set</span><span class="p">)</span>

<span class="k">print</span> <span class="n">common_trends</span>
</pre></div>

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<h2 id="Example-5.-Collecting-search-results">Example 5. Collecting search results<a class="anchor-link" href="#Example-5.-Collecting-search-results">&#182;</a></h2>
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<div class="highlight"><pre><span class="c"># XXX: Set this variable to a trending topic, </span>
<span class="c"># or anything else for that matter. The example query below</span>
<span class="c"># was a trending topic when this content was being developed</span>
<span class="c"># and is used throughout the remainder of this chapter.</span>

<span class="n">q</span> <span class="o">=</span> <span class="s">&#39;#MentionSomeoneImportantForYou&#39;</span> 

<span class="n">count</span> <span class="o">=</span> <span class="mi">100</span>

<span class="c"># See https://dev.twitter.com/docs/api/1.1/get/search/tweets</span>

<span class="n">search_results</span> <span class="o">=</span> <span class="n">twitter_api</span><span class="o">.</span><span class="n">search</span><span class="o">.</span><span class="n">tweets</span><span class="p">(</span><span class="n">q</span><span class="o">=</span><span class="n">q</span><span class="p">,</span> <span class="n">count</span><span class="o">=</span><span class="n">count</span><span class="p">)</span>

<span class="n">statuses</span> <span class="o">=</span> <span class="n">search_results</span><span class="p">[</span><span class="s">&#39;statuses&#39;</span><span class="p">]</span>


<span class="c"># Iterate through 5 more batches of results by following the cursor</span>

<span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">5</span><span class="p">):</span>
    <span class="k">print</span> <span class="s">&quot;Length of statuses&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">statuses</span><span class="p">)</span>
    <span class="k">try</span><span class="p">:</span>
        <span class="n">next_results</span> <span class="o">=</span> <span class="n">search_results</span><span class="p">[</span><span class="s">&#39;search_metadata&#39;</span><span class="p">][</span><span class="s">&#39;next_results&#39;</span><span class="p">]</span>
    <span class="k">except</span> <span class="ne">KeyError</span><span class="p">,</span> <span class="n">e</span><span class="p">:</span> <span class="c"># No more results when next_results doesn&#39;t exist</span>
        <span class="k">break</span>
        
    <span class="c"># Create a dictionary from next_results, which has the following form:</span>
    <span class="c"># ?max_id=313519052523986943&amp;q=NCAA&amp;include_entities=1</span>
    <span class="n">kwargs</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">([</span> <span class="n">kv</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s">&#39;=&#39;</span><span class="p">)</span> <span class="k">for</span> <span class="n">kv</span> <span class="ow">in</span> <span class="n">next_results</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s">&quot;&amp;&quot;</span><span class="p">)</span> <span class="p">])</span>
    
    <span class="n">search_results</span> <span class="o">=</span> <span class="n">twitter_api</span><span class="o">.</span><span class="n">search</span><span class="o">.</span><span class="n">tweets</span><span class="p">(</span><span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
    <span class="n">statuses</span> <span class="o">+=</span> <span class="n">search_results</span><span class="p">[</span><span class="s">&#39;statuses&#39;</span><span class="p">]</span>

<span class="c"># Show one sample search result by slicing the list...</span>
<span class="k">print</span> <span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="n">statuses</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">indent</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
</pre></div>

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<p>Note: Should you desire to do so, you can load the same set of search results that are illustrated in the text of <em>Mining the Social Web</em> by executing the code below that reads a snapshot of the data and stores it into the same statuses variable as was defined above. Alternatively, you can choose to skip execution of this cell in order to follow along with your own data.</p>
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<div class="highlight"><pre><span class="kn">import</span> <span class="nn">json</span>
<span class="n">statuses</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="nb">open</span><span class="p">(</span><span class="s">&#39;resources/ch01-twitter/data/MentionSomeoneImportantForYou.json&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">read</span><span class="p">())</span>

<span class="c"># The result of the list comprehension is a list with only one element that</span>
<span class="c"># can be accessed by its index and set to the variable t</span>
<span class="n">t</span> <span class="o">=</span> <span class="p">[</span> <span class="n">status</span> 
      <span class="k">for</span> <span class="n">status</span> <span class="ow">in</span> <span class="n">statuses</span>
          <span class="k">if</span> <span class="n">status</span><span class="p">[</span><span class="s">&#39;id&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">316948241264549888</span> <span class="p">][</span><span class="mi">0</span><span class="p">]</span>

<span class="c"># Explore the variable t to get familiarized with the data structure...</span>

<span class="k">print</span> <span class="n">t</span><span class="p">[</span><span class="s">&#39;retweet_count&#39;</span><span class="p">]</span>
<span class="k">print</span> <span class="n">t</span><span class="p">[</span><span class="s">&#39;retweeted_status&#39;</span><span class="p">]</span>

<span class="c"># Can you find the most retweeted tweet in your search results? Try do do it!</span>
</pre></div>

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<h2 id="Example-6.-Extracting-text,-screen-names,-and-hashtags-from-tweets">Example 6. Extracting text, screen names, and hashtags from tweets<a class="anchor-link" href="#Example-6.-Extracting-text,-screen-names,-and-hashtags-from-tweets">&#182;</a></h2>
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<div class="highlight"><pre><span class="n">status_texts</span> <span class="o">=</span> <span class="p">[</span> <span class="n">status</span><span class="p">[</span><span class="s">&#39;text&#39;</span><span class="p">]</span> 
                 <span class="k">for</span> <span class="n">status</span> <span class="ow">in</span> <span class="n">statuses</span> <span class="p">]</span>

<span class="n">screen_names</span> <span class="o">=</span> <span class="p">[</span> <span class="n">user_mention</span><span class="p">[</span><span class="s">&#39;screen_name&#39;</span><span class="p">]</span> 
                 <span class="k">for</span> <span class="n">status</span> <span class="ow">in</span> <span class="n">statuses</span>
                     <span class="k">for</span> <span class="n">user_mention</span> <span class="ow">in</span> <span class="n">status</span><span class="p">[</span><span class="s">&#39;entities&#39;</span><span class="p">][</span><span class="s">&#39;user_mentions&#39;</span><span class="p">]</span> <span class="p">]</span>

<span class="n">hashtags</span> <span class="o">=</span> <span class="p">[</span> <span class="n">hashtag</span><span class="p">[</span><span class="s">&#39;text&#39;</span><span class="p">]</span> 
             <span class="k">for</span> <span class="n">status</span> <span class="ow">in</span> <span class="n">statuses</span>
                 <span class="k">for</span> <span class="n">hashtag</span> <span class="ow">in</span> <span class="n">status</span><span class="p">[</span><span class="s">&#39;entities&#39;</span><span class="p">][</span><span class="s">&#39;hashtags&#39;</span><span class="p">]</span> <span class="p">]</span>

<span class="c"># Compute a collection of all words from all tweets</span>
<span class="n">words</span> <span class="o">=</span> <span class="p">[</span> <span class="n">w</span> 
          <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">status_texts</span> 
              <span class="k">for</span> <span class="n">w</span> <span class="ow">in</span> <span class="n">t</span><span class="o">.</span><span class="n">split</span><span class="p">()</span> <span class="p">]</span>

<span class="c"># Explore the first 5 items for each...</span>

<span class="k">print</span> <span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="n">status_texts</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="mi">5</span><span class="p">],</span> <span class="n">indent</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="k">print</span> <span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="n">screen_names</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="mi">5</span><span class="p">],</span> <span class="n">indent</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span> 
<span class="k">print</span> <span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="n">hashtags</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="mi">5</span><span class="p">],</span> <span class="n">indent</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="k">print</span> <span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="n">words</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="mi">5</span><span class="p">],</span> <span class="n">indent</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
</pre></div>

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<h2 id="Example-7.-Creating-a-basic-frequency-distribution-from-the-words-in-tweets">Example 7. Creating a basic frequency distribution from the words in tweets<a class="anchor-link" href="#Example-7.-Creating-a-basic-frequency-distribution-from-the-words-in-tweets">&#182;</a></h2>
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<div class="highlight"><pre><span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">Counter</span>

<span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="p">[</span><span class="n">words</span><span class="p">,</span> <span class="n">screen_names</span><span class="p">,</span> <span class="n">hashtags</span><span class="p">]:</span>
    <span class="n">c</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
    <span class="k">print</span> <span class="n">c</span><span class="o">.</span><span class="n">most_common</span><span class="p">()[:</span><span class="mi">10</span><span class="p">]</span> <span class="c"># top 10</span>
    <span class="k">print</span>
</pre></div>

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<h2 id="Example-8.-Using-prettytable-to-display-tuples-in-a-nice-tabular-format">Example 8. Using prettytable to display tuples in a nice tabular format<a class="anchor-link" href="#Example-8.-Using-prettytable-to-display-tuples-in-a-nice-tabular-format">&#182;</a></h2>
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<div class="highlight"><pre><span class="kn">from</span> <span class="nn">prettytable</span> <span class="kn">import</span> <span class="n">PrettyTable</span>

<span class="k">for</span> <span class="n">label</span><span class="p">,</span> <span class="n">data</span> <span class="ow">in</span> <span class="p">((</span><span class="s">&#39;Word&#39;</span><span class="p">,</span> <span class="n">words</span><span class="p">),</span> 
                    <span class="p">(</span><span class="s">&#39;Screen Name&#39;</span><span class="p">,</span> <span class="n">screen_names</span><span class="p">),</span> 
                    <span class="p">(</span><span class="s">&#39;Hashtag&#39;</span><span class="p">,</span> <span class="n">hashtags</span><span class="p">)):</span>
    <span class="n">pt</span> <span class="o">=</span> <span class="n">PrettyTable</span><span class="p">(</span><span class="n">field_names</span><span class="o">=</span><span class="p">[</span><span class="n">label</span><span class="p">,</span> <span class="s">&#39;Count&#39;</span><span class="p">])</span> 
    <span class="n">c</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
    <span class="p">[</span> <span class="n">pt</span><span class="o">.</span><span class="n">add_row</span><span class="p">(</span><span class="n">kv</span><span class="p">)</span> <span class="k">for</span> <span class="n">kv</span> <span class="ow">in</span> <span class="n">c</span><span class="o">.</span><span class="n">most_common</span><span class="p">()[:</span><span class="mi">10</span><span class="p">]</span> <span class="p">]</span>
    <span class="n">pt</span><span class="o">.</span><span class="n">align</span><span class="p">[</span><span class="n">label</span><span class="p">],</span> <span class="n">pt</span><span class="o">.</span><span class="n">align</span><span class="p">[</span><span class="s">&#39;Count&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s">&#39;l&#39;</span><span class="p">,</span> <span class="s">&#39;r&#39;</span> <span class="c"># Set column alignment</span>
    <span class="k">print</span> <span class="n">pt</span>
</pre></div>

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<h2 id="Example-9.-Calculating-lexical-diversity-for-tweets">Example 9. Calculating lexical diversity for tweets<a class="anchor-link" href="#Example-9.-Calculating-lexical-diversity-for-tweets">&#182;</a></h2>
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<div class="highlight"><pre><span class="c"># A function for computing lexical diversity</span>
<span class="k">def</span> <span class="nf">lexical_diversity</span><span class="p">(</span><span class="n">tokens</span><span class="p">):</span>
    <span class="k">return</span> <span class="mf">1.0</span><span class="o">*</span><span class="nb">len</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">tokens</span><span class="p">))</span><span class="o">/</span><span class="nb">len</span><span class="p">(</span><span class="n">tokens</span><span class="p">)</span> 

<span class="c"># A function for computing the average number of words per tweet</span>
<span class="k">def</span> <span class="nf">average_words</span><span class="p">(</span><span class="n">statuses</span><span class="p">):</span>
    <span class="n">total_words</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">([</span> <span class="nb">len</span><span class="p">(</span><span class="n">s</span><span class="o">.</span><span class="n">split</span><span class="p">())</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">statuses</span> <span class="p">])</span> 
    <span class="k">return</span> <span class="mf">1.0</span><span class="o">*</span><span class="n">total_words</span><span class="o">/</span><span class="nb">len</span><span class="p">(</span><span class="n">statuses</span><span class="p">)</span>

<span class="k">print</span> <span class="n">lexical_diversity</span><span class="p">(</span><span class="n">words</span><span class="p">)</span>
<span class="k">print</span> <span class="n">lexical_diversity</span><span class="p">(</span><span class="n">screen_names</span><span class="p">)</span>
<span class="k">print</span> <span class="n">lexical_diversity</span><span class="p">(</span><span class="n">hashtags</span><span class="p">)</span>
<span class="k">print</span> <span class="n">average_words</span><span class="p">(</span><span class="n">status_texts</span><span class="p">)</span>
</pre></div>

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<h2 id="Example-10.-Finding-the-most-popular-retweets">Example 10. Finding the most popular retweets<a class="anchor-link" href="#Example-10.-Finding-the-most-popular-retweets">&#182;</a></h2>
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<div class="highlight"><pre><span class="n">retweets</span> <span class="o">=</span> <span class="p">[</span>
            <span class="c"># Store out a tuple of these three values ...</span>
            <span class="p">(</span><span class="n">status</span><span class="p">[</span><span class="s">&#39;retweet_count&#39;</span><span class="p">],</span> 
             <span class="n">status</span><span class="p">[</span><span class="s">&#39;retweeted_status&#39;</span><span class="p">][</span><span class="s">&#39;user&#39;</span><span class="p">][</span><span class="s">&#39;screen_name&#39;</span><span class="p">],</span>
             <span class="n">status</span><span class="p">[</span><span class="s">&#39;text&#39;</span><span class="p">])</span> 
            
            <span class="c"># ... for each status ...</span>
            <span class="k">for</span> <span class="n">status</span> <span class="ow">in</span> <span class="n">statuses</span> 
            
            <span class="c"># ... so long as the status meets this condition.</span>
                <span class="k">if</span> <span class="n">status</span><span class="o">.</span><span class="n">has_key</span><span class="p">(</span><span class="s">&#39;retweeted_status&#39;</span><span class="p">)</span>
           <span class="p">]</span>

<span class="c"># Slice off the first 5 from the sorted results and display each item in the tuple</span>

<span class="n">pt</span> <span class="o">=</span> <span class="n">PrettyTable</span><span class="p">(</span><span class="n">field_names</span><span class="o">=</span><span class="p">[</span><span class="s">&#39;Count&#39;</span><span class="p">,</span> <span class="s">&#39;Screen Name&#39;</span><span class="p">,</span> <span class="s">&#39;Text&#39;</span><span class="p">])</span>
<span class="p">[</span> <span class="n">pt</span><span class="o">.</span><span class="n">add_row</span><span class="p">(</span><span class="n">row</span><span class="p">)</span> <span class="k">for</span> <span class="n">row</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">retweets</span><span class="p">,</span> <span class="n">reverse</span><span class="o">=</span><span class="bp">True</span><span class="p">)[:</span><span class="mi">5</span><span class="p">]</span> <span class="p">]</span>
<span class="n">pt</span><span class="o">.</span><span class="n">max_width</span><span class="p">[</span><span class="s">&#39;Text&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">50</span>
<span class="n">pt</span><span class="o">.</span><span class="n">align</span><span class="o">=</span> <span class="s">&#39;l&#39;</span>
<span class="k">print</span> <span class="n">pt</span>
</pre></div>

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<h2 id="Example-11.-Looking-up-users-who-have-retweeted-a-status">Example 11. Looking up users who have retweeted a status<a class="anchor-link" href="#Example-11.-Looking-up-users-who-have-retweeted-a-status">&#182;</a></h2>
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<div class="cell border-box-sizing code_cell vbox">
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<div class="highlight"><pre><span class="c"># Get the original tweet id for a tweet from its retweeted_status node </span>
<span class="c"># and insert it here in place of the sample value that is provided</span>
<span class="c"># from the text of the book</span>

<span class="n">_retweets</span> <span class="o">=</span> <span class="n">twitter_api</span><span class="o">.</span><span class="n">statuses</span><span class="o">.</span><span class="n">retweets</span><span class="p">(</span><span class="nb">id</span><span class="o">=</span><span class="mi">317127304981667841</span><span class="p">)</span>
<span class="k">print</span> <span class="p">[</span><span class="n">r</span><span class="p">[</span><span class="s">&#39;user&#39;</span><span class="p">][</span><span class="s">&#39;screen_name&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">_retweets</span><span class="p">]</span>
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<h2 id="Example-12.-Plotting-frequencies-of-words">Example 12. Plotting frequencies of words<a class="anchor-link" href="#Example-12.-Plotting-frequencies-of-words">&#182;</a></h2>
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<div class="highlight"><pre><span class="n">word_counts</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">Counter</span><span class="p">(</span><span class="n">words</span><span class="p">)</span><span class="o">.</span><span class="n">values</span><span class="p">(),</span> <span class="n">reverse</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">loglog</span><span class="p">(</span><span class="n">word_counts</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">&quot;Freq&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s">&quot;Word Rank&quot;</span><span class="p">)</span>
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<h2 id="Example-13.-Generating-histograms-of-words,-screen-names,-and-hashtags">Example 13. Generating histograms of words, screen names, and hashtags<a class="anchor-link" href="#Example-13.-Generating-histograms-of-words,-screen-names,-and-hashtags">&#182;</a></h2>
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<div class="highlight"><pre><span class="k">for</span> <span class="n">label</span><span class="p">,</span> <span class="n">data</span> <span class="ow">in</span> <span class="p">((</span><span class="s">&#39;Words&#39;</span><span class="p">,</span> <span class="n">words</span><span class="p">),</span> 
                    <span class="p">(</span><span class="s">&#39;Screen Names&#39;</span><span class="p">,</span> <span class="n">screen_names</span><span class="p">),</span> 
                    <span class="p">(</span><span class="s">&#39;Hashtags&#39;</span><span class="p">,</span> <span class="n">hashtags</span><span class="p">)):</span>

    <span class="c"># Build a frequency map for each set of data</span>
    <span class="c"># and plot the values</span>
    <span class="n">c</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">c</span><span class="o">.</span><span class="n">values</span><span class="p">())</span>
    
    <span class="c"># Add a title and y-label ...</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">label</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">&quot;Number of items in bin&quot;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s">&quot;Bins (number of times an item appeared)&quot;</span><span class="p">)</span>
    
    <span class="c"># ... and display as a new figure</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">()</span>
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<h2 id="Example-14.-Generating-a-histogram-of-retweet-counts">Example 14. Generating a histogram of retweet counts<a class="anchor-link" href="#Example-14.-Generating-a-histogram-of-retweet-counts">&#182;</a></h2>
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<div class="highlight"><pre><span class="c"># Using underscores while unpacking values in</span>
<span class="c"># a tuple is idiomatic for discarding them</span>

<span class="n">counts</span> <span class="o">=</span> <span class="p">[</span><span class="n">count</span> <span class="k">for</span> <span class="n">count</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">retweets</span><span class="p">]</span>

<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">counts</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s">&quot;Retweets&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s">&#39;Bins (number of times retweeted)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">&#39;Number of tweets in bin&#39;</span><span class="p">)</span>

<span class="k">print</span> <span class="n">counts</span>
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<p>Note: This histogram gives you an idea of how many times tweets are retweeted with the x-axis defining partitions for tweets that have been retweeted some number of times and the y-axis telling you how many tweets fell into each bin. For example, a y-axis value of 5 for the &quot;15-20 bin&quot; on the x-axis means that there were 5 tweets that were retweeted between 15 and 20 times.</p>
<p>Here's another variation that transforms the data using the (automatically imported from numpy) log function in order to improve the resolution of the plot.</p>
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<div class="highlight"><pre><span class="c"># Using underscores while unpacking values in</span>
<span class="c"># a tuple is idiomatic for discarding them</span>

<span class="n">counts</span> <span class="o">=</span> <span class="p">[</span><span class="n">count</span> <span class="k">for</span> <span class="n">count</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">retweets</span><span class="p">]</span>

<span class="c"># Taking the log of the *data values* themselves can </span>
<span class="c"># often provide quick and valuable insight into the</span>
<span class="c"># underlying distribution as well. Try it back on</span>
<span class="c"># Example 13 and see if it helps.</span>

<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">log</span><span class="p">(</span><span class="n">counts</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s">&quot;Retweets&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s">&#39;Log[Bins (number of times retweeted)]&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">&#39;Log[Number of tweets in bin]&#39;</span><span class="p">)</span>

<span class="k">print</span> <span class="n">log</span><span class="p">(</span><span class="n">counts</span><span class="p">)</span>
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